diff --git a/python/sglang/srt/managers/async_mm_data_processor.py b/python/sglang/srt/managers/async_mm_data_processor.py
new file mode 100644
index 000000000000..85e8580cb769
--- /dev/null
+++ b/python/sglang/srt/managers/async_mm_data_processor.py
@@ -0,0 +1,122 @@
+import asyncio
+import logging
+from concurrent.futures import ThreadPoolExecutor
+from functools import partial
+from typing import Any, Dict, List, Optional, Union
+
+logger = logging.getLogger(__name__)
+
+
+class AsyncMMDataProcessor:
+    """
+    Async wrapper for a multimodal processor.
+
+    Behavior:
+      - If the underlying processor exposes `process_mm_data_async`, call/await it directly.
+      - Otherwise, fall back to running a synchronous `process_mm_data` in a thread pool.
+      - Optionally guard per-call concurrency via an asyncio.Semaphore.
+      - Optionally enforce per-call timeout via asyncio.wait_for.
+    """
+
+    def __init__(
+        self,
+        mm_processor: Any,
+        *,
+        max_concurrent_calls: Optional[int] = None,
+        timeout_s: Optional[float] = None,
+    ) -> None:
+        """
+        Args:
+            mm_processor: An object exposing either
+                - async def process_mm_data_async(...): -> Dict[str, Any]
+              or
+                - def process_mm_data(...): -> Dict[str, Any]
+            max_concurrent_calls: Optional concurrency cap for per-call execution.
+            timeout_s: Optional timeout (seconds) for each `process()` call.
+        """
+        self.mm_processor = mm_processor
+        self.timeout_s = timeout_s
+
+        # Concurrency guard (None -> unlimited)
+        self.semaphore = (
+            asyncio.Semaphore(max_concurrent_calls) if max_concurrent_calls else None
+        )
+
+        # Detect async path; if missing, prepare a fallback executor for sync path
+        self._proc_async = getattr(mm_processor, "process_mm_data_async", None)
+        self.is_async = asyncio.iscoroutinefunction(self._proc_async)
+        self.fallback_exec: Optional[ThreadPoolExecutor] = (
+            ThreadPoolExecutor(max_workers=max_concurrent_calls)
+            if not self.is_async
+            else None
+        )
+
+    async def process(
+        self,
+        *,
+        image_data: Optional[List[Union[str, bytes]]] = None,
+        audio_data: Optional[List[Union[str, bytes]]] = None,
+        input_text_or_ids: Union[str, List[int], None] = None,
+        request_obj: Any,
+        **kwargs: Any,
+    ) -> Dict[str, Any]:
+        """
+        Public entrypoint: process a single multimodal request without blocking the event loop.
+        """
+
+        async def _invoke() -> Dict[str, Any]:
+            if self.is_async:
+                # Native async implementation
+                return await self._proc_async(
+                    image_data=image_data,
+                    audio_data=audio_data,
+                    input_text=input_text_or_ids,
+                    request_obj=request_obj,
+                    **kwargs,
+                )
+
+            # Synchronous fallback
+            sync_fn = getattr(self.mm_processor, "process_mm_data", None)
+            if not callable(sync_fn):
+                raise RuntimeError(
+                    "mm_processor has neither 'process_mm_data_async' nor 'process_mm_data'."
+                )
+            loop = asyncio.get_running_loop()
+            fn = partial(
+                sync_fn,
+                image_data=image_data,
+                audio_data=audio_data,
+                input_text=input_text_or_ids,
+                request_obj=request_obj,
+                **kwargs,
+            )
+            return await loop.run_in_executor(self.fallback_exec, fn)
+
+        # Apply optional concurrency guard
+        if self.semaphore is not None:
+            async with self.semaphore:
+                if self.timeout_s is not None:
+                    return await asyncio.wait_for(_invoke(), timeout=self.timeout_s)
+                return await _invoke()
+
+        # No concurrency guard
+        if self.timeout_s is not None:
+            return await asyncio.wait_for(_invoke(), timeout=self.timeout_s)
+        return await _invoke()
+
+    def shutdown(self) -> None:
+        """Gracefully shutdown resources owned by this wrapper."""
+        try:
+            if self.fallback_exec:
+                self.fallback_exec.shutdown(wait=False)
+        except Exception:
+            logger.exception(
+                "Error while shutting down fallback executor in AsyncMMDataProcessor"
+            )
+
+    def __del__(self):
+        # Best-effort shutdown
+        try:
+            self.shutdown()
+        except Exception:
+            pass
diff --git a/python/sglang/srt/managers/tokenizer_manager.py b/python/sglang/srt/managers/tokenizer_manager.py
index d5d6b2ef18b3..67476fa4cbc2 100644
--- a/python/sglang/srt/managers/tokenizer_manager.py
+++ b/python/sglang/srt/managers/tokenizer_manager.py
@@ -43,6 +43,7 @@
 from sglang.srt.disaggregation.utils import DisaggregationMode
 from sglang.srt.lora.lora_registry import LoRARegistry
 from sglang.srt.managers.async_dynamic_batch_tokenizer import AsyncDynamicbatchTokenizer
+from sglang.srt.managers.async_mm_data_processor import AsyncMMDataProcessor
 from sglang.srt.managers.disagg_service import start_disagg_service
 from sglang.srt.managers.io_struct import (
     AbortReq,
@@ -215,6 +216,11 @@ def __init__(
             self.mm_processor = get_mm_processor(
                 self.model_config.hf_config, server_args, _processor, transport_mode
             )
+            self.mm_data_processor = AsyncMMDataProcessor(
+                self.mm_processor,
+                max_concurrent_calls=self.server_args.mm_max_concurrent_calls,
+                timeout_s=self.server_args.mm_per_request_timeout,
+            )
 
             if server_args.skip_tokenizer_init:
                 self.tokenizer = self.processor = None
@@ -598,10 +604,10 @@ async def _tokenize_one_request(
                 obj.image_data = [obj.image_data]
             if obj.audio_data is not None and not isinstance(obj.audio_data, list):
                 obj.audio_data = [obj.audio_data]
-            mm_inputs: Dict = await self.mm_processor.process_mm_data_async(
+            mm_inputs: Dict = await self.mm_data_processor.process(
                 image_data=obj.image_data,
                 audio_data=obj.audio_data,
-                input_text=input_text or input_ids,
+                input_text_or_ids=(input_text or input_ids),
                 request_obj=obj,
                 max_req_input_len=self.max_req_input_len,
             )
diff --git a/python/sglang/srt/server_args.py b/python/sglang/srt/server_args.py
index f1310cc959e2..8b7aa36856e2 100644
--- a/python/sglang/srt/server_args.py
+++ b/python/sglang/srt/server_args.py
@@ -533,6 +533,10 @@ class ServerArgs:
     pdmux_config_path: Optional[str] = None
     sm_group_num: int = 8
 
+    # For Multi-Modal
+    mm_max_concurrent_calls: int = 32
+    mm_per_request_timeout: float = 10.0
+
     def __post_init__(self):
         """
         Orchestrates the handling of various server arguments, ensuring proper configuration and validation.
@@ -3501,6 +3505,20 @@ def add_cli_args(parser: argparse.ArgumentParser):
             help="Read CLI options from a config file. Must be a YAML file with configuration options.",
         )
 
+        # For Multi-Modal
+        parser.add_argument(
+            "--mm-max-concurrent-calls",
+            type=int,
+            default=ServerArgs.mm_max_concurrent_calls,
+            help="The max concurrent calls for async mm data processing.",
+        )
+        parser.add_argument(
+            "--mm-per-request-timeout",
+            type=int,
+            default=ServerArgs.mm_per_request_timeout,
+            help="The timeout for each multi-modal request in seconds.",
+        )
+
     @classmethod
     def from_cli_args(cls, args: argparse.Namespace):
         args.tp_size = args.tensor_parallel_size
diff --git a/test/srt/test_async_mm_data_processor.py b/test/srt/test_async_mm_data_processor.py
new file mode 100644
index 000000000000..65a8dff528dd
--- /dev/null
+++ b/test/srt/test_async_mm_data_processor.py
@@ -0,0 +1,364 @@
+"""
+Unit tests for AsyncMMDataProcessor.
+
+Covers:
+  - Async and sync processing paths
+  - Concurrency limiting via semaphore
+  - Per-call timeout behavior (async and sync)
+  - Argument passthrough (images, audios, text/ids, request_obj, kwargs)
+  - Error propagation and shutdown behavior
+"""
+
+import asyncio
+import logging
+import threading
+import time
+from unittest.mock import Mock
+
+import pytest
+
+from sglang.srt.managers.async_mm_data_processor import AsyncMMDataProcessor
+
+
+class TestAsyncMMDataProcessor:
+    """Test suite for AsyncMMDataProcessor."""
+
+    @pytest.fixture
+    def async_processor(self):
+        """Create a processor exposing an async process_mm_data_async."""
+
+        class AsyncProc:
+            async def process_mm_data_async(
+                self,
+                *,
+                image_data=None,
+                audio_data=None,
+                input_text=None,
+                request_obj=None,
+                **kwargs,
+            ):
+                # Allow tests to simulate latency via kwargs
+                delay = kwargs.get("delay_s", 0.0)
+                if delay:
+                    await asyncio.sleep(delay)
+                return {
+                    "path": "async",
+                    "images": image_data,
+                    "audios": audio_data,
+                    "text": input_text,
+                    "request": request_obj,
+                    "kwargs": kwargs,
+                }
+
+        return AsyncProc()
+
+    @pytest.fixture
+    def sync_processor(self):
+        """Provide a processor exposing a sync process_mm_data."""
+
+        class SyncProc:
+            def process_mm_data(
+                self,
+                *,
+                image_data=None,
+                audio_data=None,
+                input_text=None,
+                request_obj=None,
+                **kwargs,
+            ):
+                delay = kwargs.get("delay_s", 0.0)
+                if delay:
+                    # Simulate CPU/blocking work
+                    time.sleep(delay)
+                return {
+                    "path": "sync",
+                    "images": image_data,
+                    "audios": audio_data,
+                    "text": input_text,
+                    "request": request_obj,
+                    "kwargs": kwargs,
+                }
+
+        return SyncProc()
+
+    @pytest.mark.asyncio
+    async def test_async_path_basic(self, async_processor):
+        """Async processor should be awaited directly."""
+        proc = AsyncMMDataProcessor(async_processor)
+        out = await proc.process(
+            image_data=["img1.png"],
+            audio_data=["a.wav"],
+            input_text_or_ids="hello",
+            request_obj={"rid": 1},
+            mode="fast",
+        )
+        assert out["path"] == "async"
+        assert out["images"] == ["img1.png"]
+        assert out["audios"] == ["a.wav"]
+        assert out["text"] == "hello"
+        assert out["request"] == {"rid": 1}
+        assert out["kwargs"]["mode"] == "fast"
+
+    @pytest.mark.asyncio
+    async def test_sync_fallback_basic(self, sync_processor):
+        """Sync processor should run in fallback executor."""
+        proc = AsyncMMDataProcessor(sync_processor)
+        out = await proc.process(
+            image_data=[b"\x00\x01"],
+            audio_data=None,
+            input_text_or_ids=[1, 2, 3],
+            request_obj="req-obj",
+            role="user",
+        )
+        assert out["path"] == "sync"
+        assert out["images"] == [b"\x00\x01"]
+        assert out["audios"] is None
+        assert out["text"] == [1, 2, 3]
+        assert out["request"] == "req-obj"
+        assert out["kwargs"]["role"] == "user"
+
+    @pytest.mark.asyncio
+    async def test_timeout_async(self, async_processor):
+        """Timeout should raise asyncio.TimeoutError for async path."""
+        proc = AsyncMMDataProcessor(async_processor, timeout_s=0.01)
+        with pytest.raises(asyncio.TimeoutError):
+            await proc.process(
+                input_text_or_ids="slow",
+                request_obj=None,
+                delay_s=0.05,  # longer than timeout
+            )
+
+    @pytest.mark.asyncio
+    async def test_timeout_sync(self, sync_processor):
+        """Timeout should raise asyncio.TimeoutError for sync fallback path."""
+        proc = AsyncMMDataProcessor(sync_processor, timeout_s=0.01)
+        with pytest.raises(asyncio.TimeoutError):
+            await proc.process(
+                input_text_or_ids="slow",
+                request_obj=None,
+                delay_s=0.05,  # longer than timeout
+            )
+
+    @pytest.mark.asyncio
+    async def test_semaphore_release_after_timeout(self, sync_processor):
+        """
+        If a call times out, the semaphore should be released so a subsequent call can proceed.
+        Use >=2 fallback workers so the timed-out thread doesn't block the next call.
+        """
+        proc = AsyncMMDataProcessor(
+            sync_processor,
+            max_concurrent_calls=2,
+            timeout_s=0.01,
+        )
+
+        # First call will time out
+        with pytest.raises(asyncio.TimeoutError):
+            await proc.process(
+                input_text_or_ids="slow1", request_obj=None, delay_s=0.05
+            )
+
+        # Second call should be able to acquire the semaphore and complete
+        out = await proc.process(input_text_or_ids="ok", request_obj=None, delay_s=0.0)
+        assert out["text"] == "ok"
+
+    @pytest.mark.asyncio
+    async def test_concurrency_limit_async(self):
+        """Ensure max_concurrent_calls caps concurrency for async path."""
+        current = 0
+        max_seen = 0
+
+        class AsyncProc:
+            async def process_mm_data_async(self, **kwargs):
+                nonlocal current, max_seen
+                current += 1
+                max_seen = max(max_seen, current)
+                try:
+                    await asyncio.sleep(0.02)
+                    return {"ok": True}
+                finally:
+                    current -= 1
+
+        proc = AsyncMMDataProcessor(AsyncProc(), max_concurrent_calls=2)
+
+        tasks = [
+            proc.process(input_text_or_ids=f"t{i}", request_obj=None) for i in range(6)
+        ]
+        await asyncio.gather(*tasks)
+
+        assert max_seen <= 2
+
+    @pytest.mark.asyncio
+    async def test_concurrency_limit_sync(self):
+        """Ensure max_concurrent_calls caps concurrency for sync fallback path."""
+        current = 0
+        max_seen = 0
+        lock = threading.Lock()
+
+        class SyncProc:
+            def process_mm_data(self, **kwargs):
+                nonlocal current, max_seen
+                with lock:
+                    current += 1
+                    max_seen = max(max_seen, current)
+                try:
+                    time.sleep(0.02)
+                    return {"ok": True}
+                finally:
+                    with lock:
+                        current -= 1
+
+        proc = AsyncMMDataProcessor(SyncProc(), max_concurrent_calls=3)
+
+        tasks = [
+            proc.process(input_text_or_ids=f"s{i}", request_obj=None) for i in range(9)
+        ]
+        await asyncio.gather(*tasks)
+
+        assert max_seen <= 3
+
+    @pytest.mark.asyncio
+    async def test_error_from_async_processor(self):
+        """Exceptions raised by the async processor should propagate."""
+
+        class BadAsync:
+            async def process_mm_data_async(self, **_):
+                await asyncio.sleep(0)
+                raise ValueError("async boom")
+
+        proc = AsyncMMDataProcessor(BadAsync())
+        with pytest.raises(ValueError, match="async boom"):
+            await proc.process(input_text_or_ids="x", request_obj=None)
+
+    @pytest.mark.asyncio
+    async def test_error_from_sync_processor(self):
+        """Exceptions raised by the sync processor should propagate."""
+
+        class BadSync:
+            def process_mm_data(self, **_):
+                raise RuntimeError("sync boom")
+
+        proc = AsyncMMDataProcessor(BadSync())
+        with pytest.raises(RuntimeError, match="sync boom"):
+            await proc.process(input_text_or_ids="x", request_obj=None)
+
+    @pytest.mark.asyncio
+    async def test_missing_both_methods_raises(self):
+        """Processor missing both methods should raise at call time."""
+
+        class Empty:
+            pass
+
+        proc = AsyncMMDataProcessor(Empty())
+        with pytest.raises(
+            RuntimeError, match="neither 'process_mm_data_async' nor 'process_mm_data'"
+        ):
+            await proc.process(input_text_or_ids="x", request_obj=None)
+
+    @pytest.mark.asyncio
+    async def test_async_attribute_not_coroutine_uses_sync_fallback(self):
+        """
+        If `process_mm_data_async` exists but isn't a coroutine function,
+        wrapper should treat it as sync and use `process_mm_data`.
+        """
+
+        class WeirdProc:
+            # Not a coroutine function:
+            def process_mm_data_async(self, **_):
+                return {"path": "would-be-async"}
+
+            def process_mm_data(self, **_):
+                return {"path": "sync"}
+
+        proc = AsyncMMDataProcessor(WeirdProc())
+        out = await proc.process(input_text_or_ids="x", request_obj=None)
+        assert out["path"] == "sync"
+
+    @pytest.mark.asyncio
+    async def test_kwargs_and_request_passthrough_async(self, async_processor):
+        """Extra kwargs and request_obj should be forwarded on async path."""
+        proc = AsyncMMDataProcessor(async_processor)
+        out = await proc.process(
+            image_data=["i1", "i2"],
+            audio_data=["a1"],
+            input_text_or_ids="hello world",
+            request_obj={"uid": 42},
+            return_meta=True,
+            delay_s=0.0,
+        )
+        assert out["images"] == ["i1", "i2"]
+        assert out["audios"] == ["a1"]
+        assert out["text"] == "hello world"
+        assert out["request"] == {"uid": 42}
+        assert out["kwargs"]["return_meta"] is True
+
+    @pytest.mark.asyncio
+    async def test_kwargs_and_request_passthrough_sync(self, sync_processor):
+        """Extra kwargs and request_obj should be forwarded on sync path."""
+        proc = AsyncMMDataProcessor(sync_processor)
+        out = await proc.process(
+            image_data=None,
+            audio_data=[],
+            input_text_or_ids=[101, 102],
+            request_obj=("r", 7),
+            lang="en",
+        )
+        assert out["images"] is None
+        assert out["audios"] == []
+        assert out["text"] == [101, 102]
+        assert out["request"] == ("r", 7)
+        assert out["kwargs"]["lang"] == "en"
+
+    def test_shutdown_on_sync_executor(self, sync_processor):
+        """Explicit shutdown should close fallback executor for sync path."""
+        proc = AsyncMMDataProcessor(sync_processor)
+        # Swap real executor for a mock to assert shutdown behavior
+        proc.fallback_exec = Mock()
+        proc.shutdown()
+        proc.fallback_exec.shutdown.assert_called_once_with(wait=False)
+
+    def test_del_calls_shutdown(self, sync_processor, caplog):
+        """__del__ should best-effort shutdown without raising."""
+        caplog.set_level(logging.DEBUG)
+        proc = AsyncMMDataProcessor(sync_processor)
+        proc.fallback_exec = Mock()
+        # Simulate object destruction
+        proc.__del__()
+        proc.fallback_exec.shutdown.assert_called_once_with(wait=False)
+
+    @pytest.mark.asyncio
+    async def test_concurrent_mixed_requests(self, async_processor):
+        """Mix different payloads and ensure all complete with valid outputs."""
+        proc = AsyncMMDataProcessor(async_processor, max_concurrent_calls=4)
+
+        tasks = [
+            proc.process(input_text_or_ids="t1", request_obj=1),
+            proc.process(image_data=["i.png"], input_text_or_ids=[9, 8], request_obj=2),
+            proc.process(
+                audio_data=["v.wav"], input_text_or_ids="speech", request_obj=3
+            ),
+            proc.process(
+                image_data=[], audio_data=[], input_text_or_ids=None, request_obj=4
+            ),
+        ]
+        outs = await asyncio.gather(*tasks)
+        assert len(outs) == 4
+        for out in outs:
+            assert "path" in out
+            assert out["path"] == "async"
+
+    @pytest.mark.asyncio
+    async def test_many_requests_values_match_inputs(self, sync_processor):
+        """For sync path, ensure each response corresponds to its specific input."""
+        proc = AsyncMMDataProcessor(sync_processor, max_concurrent_calls=8)
+        texts = [f"msg-{i}" for i in range(10)]
+        tasks = [
+            proc.process(input_text_or_ids=t, request_obj=i)
+            for i, t in enumerate(texts)
+        ]
+        outs = await asyncio.gather(*tasks)
+        got = [o["text"] for o in outs]
+        assert got == texts
+
+
+if __name__ == "__main__":
+    pytest.main([__file__])